Disclosed are a data training device and a semiconductor device. The data training device includes a write controller configured to align write data, a read controller configured to latch data applied from the write controller and sequentially output the latched data, and an offset compensator configured to adjust a current flowing through a power supply voltage application terminal and a ground voltage application terminal in correspondence to a write signal and a read signal, thereby compensating for an offset in the write controller and the read controller.